Summary
Overview
Work history
Education
Skills
Websites
Languages
Accomplishments
Projects
Timeline
Generic

Fidan Mahmudova

Baku

Summary

Robotics Engineer with hands-on experience in deep learning and computer vision, specializing in autonomous systems development. Strong background in both research (robotics navigation systems) and industry applications (automation and control systems).

Overview

3
3
years of professional experience
7
7
years of post-secondary education

Work history

RESEARCH ASSISTANT

Robotics Perception and Manipulation Lab
Minneapolis
05.2024 - 08.2025

Project/Thesis : "Object-Centric Local Navigation for Quadruped Robots"


Technical Contributions:

  • Implemented vision encoder pipeline integrating ResNet18, DINOv2, and Grounded SAM2 (Grounding DINO + SAM2) with cross-attention mechanisms for RGB-based semantic object understanding.
  • Developed encoder-MLP policy architecture for end-to-end learning from demonstration data, enabling centimeter-level positioning accuracy from RGB observations on Boston Dynamics SPOT robot.


Key Results:

  • Achieved 98% success rate for object relocation tasks and 91% accuracy for cross-environment generalization, demonstrating robust vision-based navigation capabilities

GRADUATE RESEARCH ASSISTANT

Minneapolis Robotics Institute
Minneapolis
08.2023 - 01.2024
  • Lead team for FTC at MN Stem Partnership

CONTROL & INSTRUMENTATION INTERN

BP
Baku
07.2022 - 09.2022
  • Optimized control logic for riser valves in the Gas Export Pipeline
  • Involved in Factory Acceptance Testing (FAT) and Site Acceptance Testing (SAT) for control systems

AUTOMATION INTERN

SOCAR Turkey
Baku
06.2022 - 07.2022
  • Designed HMI screen using SIMATIC-S7 PLCSIM
  • Tuned a PID controller for NHT process

Education

MS - ROBOTICS

University of Minnesota-Twin Cities
Minneapolis
09.2023 - 08.2025

B.ENG. - AUTOMATION ENGINEERING

Baku Higher Oil School
09.2018 - 07.2023

Skills

  • Python
  • PyTorch
  • Deep Learning
  • C
  • Matlab
  • Simulink
  • Modern Control
  • Robust Control
  • ROS
  • Raspberry Pi

Languages

Azerbaijani
Native
English
Proficient (C2)
Russian
Proficient (C2)

Accomplishments

    Technofest Competition

  • Team "Istiqlal" - 1st place winner in CanSat category
  • Programmed Raspberry Pi to integrate and manage diverse sensors (GPS, IMU, etc.) for a Satellite model

Projects

OBJECT-CENTRIC LOCAL NAVIGATION FOR QUADRUPED ROBOTS | MS Thesis

Developed imitation learning pipeline with encoder-MLP architecture, implementing vision encoders (ResNet18, DINOv2, Grounded SAM2) with cross-attention mechanisms, achieving 98% navigation accuracy


LIDAR-GUIDED SAMPLE DELIVERY SYSTEM | CSCI5551

Implemented Bug 2 path planning algorithm for autonomous TurtleBot3 navigation across complex terrain using LIDAR perception


LUNG TUMOR SEGMENTATION | EE5561

Co-developed modified U-Net and Res U-Net architectures for accurate tumor detection in CT medical images


HUMAN-ROBOT INTERACTION WITH LLM | CSCI5541

Set up PyBullet simulation environment for empathetic social robot using large language models for context-aware responses

Timeline

RESEARCH ASSISTANT

Robotics Perception and Manipulation Lab
05.2024 - 08.2025

MS - ROBOTICS

University of Minnesota-Twin Cities
09.2023 - 08.2025

GRADUATE RESEARCH ASSISTANT

Minneapolis Robotics Institute
08.2023 - 01.2024

CONTROL & INSTRUMENTATION INTERN

BP
07.2022 - 09.2022

AUTOMATION INTERN

SOCAR Turkey
06.2022 - 07.2022

B.ENG. - AUTOMATION ENGINEERING

Baku Higher Oil School
09.2018 - 07.2023
Fidan Mahmudova